| Number of Variables | 37 |
|---|---|
| Number of Rows | 1.6702e+06 |
| Missing Cells | 1.1109e+07 |
| Missing Cells (%) | 18.0% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 1.9 GB |
| Average Row Size in Memory | 1.2 KB |
| Variable Types |
|
| SK_ID_PREV is uniformly distributed | Uniform |
|---|---|
| RATE_INTEREST_PRIMARY and RATE_INTEREST_PRIVILEGED have similar distributions | Similar Distribution |
| DAYS_LAST_DUE and DAYS_TERMINATION have similar distributions | Similar Distribution |
| AMT_ANNUITY has 372235 (22.29%) missing values | Missing |
| AMT_DOWN_PAYMENT has 895844 (53.64%) missing values | Missing |
| AMT_GOODS_PRICE has 385515 (23.08%) missing values | Missing |
| RATE_DOWN_PAYMENT has 895844 (53.64%) missing values | Missing |
| RATE_INTEREST_PRIMARY has 1664263 (99.64%) missing values | Missing |
| RATE_INTEREST_PRIVILEGED has 1664263 (99.64%) missing values | Missing |
| NAME_TYPE_SUITE has 820405 (49.12%) missing values | Missing |
| CNT_PAYMENT has 372230 (22.29%) missing values | Missing |
|---|---|
| DAYS_FIRST_DRAWING has 673065 (40.3%) missing values | Missing |
| DAYS_FIRST_DUE has 673065 (40.3%) missing values | Missing |
| DAYS_LAST_DUE_1ST_VERSION has 673065 (40.3%) missing values | Missing |
| DAYS_LAST_DUE has 673065 (40.3%) missing values | Missing |
| DAYS_TERMINATION has 673065 (40.3%) missing values | Missing |
| NFLAG_INSURED_ON_APPROVAL has 673065 (40.3%) missing values | Missing |
| AMT_ANNUITY is skewed | Skewed |
| AMT_APPLICATION is skewed | Skewed |
| AMT_CREDIT is skewed | Skewed |
| AMT_DOWN_PAYMENT is skewed | Skewed |
|---|---|
| AMT_GOODS_PRICE is skewed | Skewed |
| RATE_DOWN_PAYMENT is skewed | Skewed |
| RATE_INTEREST_PRIMARY is skewed | Skewed |
| RATE_INTEREST_PRIVILEGED is skewed | Skewed |
| SELLERPLACE_AREA is skewed | Skewed |
| CNT_PAYMENT is skewed | Skewed |
| DAYS_FIRST_DRAWING is skewed | Skewed |
| DAYS_FIRST_DUE is skewed | Skewed |
| DAYS_LAST_DUE_1ST_VERSION is skewed | Skewed |
| DAYS_LAST_DUE is skewed | Skewed |
|---|---|
| DAYS_TERMINATION is skewed | Skewed |
| FLAG_LAST_APPL_PER_CONTRACT has constant length 1 | Constant Length |
| NFLAG_LAST_APPL_IN_DAY has constant length 1 | Constant Length |
| NFLAG_INSURED_ON_APPROVAL has constant length 3 | Constant Length |
| DAYS_DECISION has 1670214 (100.0%) negatives | Negatives |
| SELLERPLACE_AREA has 762675 (45.66%) negatives | Negatives |
| DAYS_FIRST_DRAWING has 62705 (3.75%) negatives | Negatives |
| DAYS_FIRST_DUE has 956504 (57.27%) negatives | Negatives |
| DAYS_LAST_DUE_1ST_VERSION has 678188 (40.6%) negatives | Negatives |
| DAYS_LAST_DUE has 785928 (47.06%) negatives | Negatives |
|---|---|
| DAYS_TERMINATION has 771236 (46.18%) negatives | Negatives |
| AMT_APPLICATION has 392402 (23.49%) zeros | Zeros |
| AMT_CREDIT has 336768 (20.16%) zeros | Zeros |
| AMT_DOWN_PAYMENT has 369854 (22.14%) zeros | Zeros |
| RATE_DOWN_PAYMENT has 369854 (22.14%) zeros | Zeros |
| CNT_PAYMENT has 144985 (8.68%) zeros | Zeros |
numerical
| Approximate Distinct Count | 1670214 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 26723424 |
| Mean | 1.9231e+06 |
| Minimum | 1000001 |
| Maximum | 2845382 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1000001 |
|---|---|
| 5-th Percentile | 1.0956e+06 |
| Q1 | 1.4715e+06 |
| Median | 1.9303e+06 |
| Q3 | 2.3894e+06 |
| 95-th Percentile | 2.755e+06 |
| Maximum | 2845382 |
| Range | 1845381 |
| IQR | 917893.5 |
| Mean | 1.9231e+06 |
|---|---|
| Standard Deviation | 532597.9587 |
| Variance | 2.8366e+11 |
| Sum | 3.212e+12 |
| Skewness | -0.00057313 |
| Kurtosis | -1.1998 |
| Coefficient of Variation | 0.2769 |
numerical
| Approximate Distinct Count | 338857 |
|---|---|
| Approximate Unique (%) | 20.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 26723424 |
| Mean | 278357.1741 |
| Minimum | 100001 |
| Maximum | 456255 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 100001 |
|---|---|
| 5-th Percentile | 118394.7 |
| Q1 | 189897.25 |
| Median | 279474.5 |
| Q3 | 368611 |
| 95-th Percentile | 438985.3 |
| Maximum | 456255 |
| Range | 356254 |
| IQR | 178713.75 |
| Mean | 278357.1741 |
|---|---|
| Standard Deviation | 102814.8238 |
| Variance | 1.0571e+10 |
| Sum | 4.6492e+11 |
| Skewness | -0.003303 |
| Kurtosis | -1.1993 |
| Coefficient of Variation | 0.3694 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 129146052 |
| Mean | 12.3231 |
|---|---|
| Standard Deviation | 2.1189 |
| Median | 14 |
| Minimum | 3 |
| Maximum | 15 |
| 1st row | Consumer loans |
|---|---|
| 2nd row | Cash loans |
| 3rd row | Cash loans |
| 4th row | Cash loans |
| 5th row | Cash loans |
| Count | 18912274 |
|---|---|
| Lowercase Letter | 17241368 |
| Space Separator | 1669868 |
| Uppercase Letter | 1670906 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 357959 |
|---|---|
| Approximate Unique (%) | 27.6% |
| Missing | 372235 |
| Missing (%) | 22.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 20767664 |
| Mean | 15955.1207 |
| Minimum | 0 |
| Maximum | 418058.145 |
| Zeros | 1637 |
| Zeros (%) | 0.1% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 2810.349 |
| Q1 | 6396.4125 |
| Median | 11250 |
| Q3 | 20988.3713 |
| 95-th Percentile | 46238.0872 |
| Maximum | 418058.145 |
| Range | 418058.145 |
| IQR | 14591.9588 |
| Mean | 15955.1207 |
|---|---|
| Standard Deviation | 14782.1373 |
| Variance | 2.1851e+08 |
| Sum | 2.0709e+10 |
| Skewness | 2.6926 |
| Kurtosis | 15.0698 |
| Coefficient of Variation | 0.9265 |
numerical
| Approximate Distinct Count | 93885 |
|---|---|
| Approximate Unique (%) | 5.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 26723424 |
| Mean | 175233.8604 |
| Minimum | 0 |
| Maximum | 6.9052e+06 |
| Zeros | 392402 |
| Zeros (%) | 23.5% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 19966.5 |
| Median | 71995.5 |
| Q3 | 186144.3 |
| 95-th Percentile | 855000 |
| Maximum | 6.9052e+06 |
| Range | 6.9052e+06 |
| IQR | 166177.8 |
| Mean | 175233.8604 |
|---|---|
| Standard Deviation | 292779.7624 |
| Variance | 8.572e+10 |
| Sum | 2.9268e+11 |
| Skewness | 3.3914 |
| Kurtosis | 15.7622 |
| Coefficient of Variation | 1.6708 |
numerical
| Approximate Distinct Count | 86803 |
|---|---|
| Approximate Unique (%) | 5.2% |
| Missing | 1 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 26723408 |
| Mean | 196114.0212 |
| Minimum | 0 |
| Maximum | 6.9052e+06 |
| Zeros | 336768 |
| Zeros (%) | 20.2% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 25060.5 |
| Median | 81796.5 |
| Q3 | 225000 |
| 95-th Percentile | 900000 |
| Maximum | 6.9052e+06 |
| Range | 6.9052e+06 |
| IQR | 199939.5 |
| Mean | 196114.0212 |
|---|---|
| Standard Deviation | 318574.6165 |
| Variance | 1.0149e+11 |
| Sum | 3.2755e+11 |
| Skewness | 3.2458 |
| Kurtosis | 14.2387 |
| Coefficient of Variation | 1.6244 |
numerical
| Approximate Distinct Count | 29278 |
|---|---|
| Approximate Unique (%) | 3.8% |
| Missing | 895844 |
| Missing (%) | 53.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 12389920 |
| Mean | 6697.4021 |
| Minimum | -0.9 |
| Maximum | 3.06e+06 |
| Zeros | 369854 |
| Zeros (%) | 22.1% |
| Negatives | 2 |
| Negatives (%) | 0.0% |
| Minimum | -0.9 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 1777.5 |
| Q3 | 7920 |
| 95-th Percentile | 27000 |
| Maximum | 3.06e+06 |
| Range | 3.06e+06 |
| IQR | 7920 |
| Mean | 6697.4021 |
|---|---|
| Standard Deviation | 20921.4954 |
| Variance | 4.3771e+08 |
| Sum | 5.1863e+09 |
| Skewness | 36.4765 |
| Kurtosis | 2901.8262 |
| Coefficient of Variation | 3.1238 |
numerical
| Approximate Distinct Count | 93885 |
|---|---|
| Approximate Unique (%) | 7.3% |
| Missing | 385515 |
| Missing (%) | 23.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 20555184 |
| Mean | 227847.2793 |
| Minimum | 0 |
| Maximum | 6.9052e+06 |
| Zeros | 6869 |
| Zeros (%) | 0.4% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 23301 |
| Q1 | 51840 |
| Median | 112500 |
| Q3 | 245157.75 |
| 95-th Percentile | 904500 |
| Maximum | 6.9052e+06 |
| Range | 6.9052e+06 |
| IQR | 193317.75 |
| Mean | 227847.2793 |
|---|---|
| Standard Deviation | 315396.5579 |
| Variance | 9.9475e+10 |
| Sum | 2.9272e+11 |
| Skewness | 3.0737 |
| Kurtosis | 12.8663 |
| Coefficient of Variation | 1.3842 |
categorical
| Approximate Distinct Count | 7 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 120584802 |
| Mean | 7.1972 |
|---|---|
| Standard Deviation | 1.1253 |
| Median | 7 |
| Minimum | 6 |
| Maximum | 9 |
| 1st row | SATURDAY |
|---|---|
| 2nd row | THURSDAY |
| 3rd row | TUESDAY |
| 4th row | MONDAY |
| 5th row | THURSDAY |
| Count | 12020892 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 12020892 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 24 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 26723424 |
| Mean | 12.4842 |
| Minimum | 0 |
| Maximum | 23 |
| Zeros | 109 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 7 |
| Q1 | 10 |
| Median | 12 |
| Q3 | 15 |
| 95-th Percentile | 18 |
| Maximum | 23 |
| Range | 23 |
| IQR | 5 |
| Mean | 12.4842 |
|---|---|
| Standard Deviation | 3.334 |
| Variance | 11.1157 |
| Sum | 2.0851e+07 |
| Skewness | -0.02563 |
| Kurtosis | -0.2778 |
| Coefficient of Variation | 0.2671 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 110234124 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | Y |
|---|---|
| 2nd row | Y |
| 3rd row | Y |
| 4th row | Y |
| 5th row | Y |
| Count | 1670214 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 1670214 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 110234124 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 1670214 |
numerical
| Approximate Distinct Count | 207033 |
|---|---|
| Approximate Unique (%) | 26.7% |
| Missing | 895844 |
| Missing (%) | 53.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 12389920 |
| Mean | 0.07964 |
| Minimum | -1.4979e-05 |
| Maximum | 1 |
| Zeros | 369854 |
| Zeros (%) | 22.1% |
| Negatives | 2 |
| Negatives (%) | 0.0% |
| Minimum | -1.4979e-05 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0.06182 |
| Q3 | 0.1089 |
| 95-th Percentile | 0.3028 |
| Maximum | 1 |
| Range | 1 |
| IQR | 0.1089 |
| Mean | 0.07964 |
|---|---|
| Standard Deviation | 0.1078 |
| Variance | 0.01163 |
| Sum | 61668.3608 |
| Skewness | 2.1077 |
| Kurtosis | 6.2044 |
| Coefficient of Variation | 1.3539 |
numerical
| Approximate Distinct Count | 148 |
|---|---|
| Approximate Unique (%) | 2.5% |
| Missing | 1664263 |
| Missing (%) | 99.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 95216 |
| Mean | 0.1884 |
| Minimum | 0.03478 |
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0.03478 |
|---|---|
| 5-th Percentile | 0.1424 |
| Q1 | 0.1607 |
| Median | 0.1891 |
| Q3 | 0.1933 |
| 95-th Percentile | 0.1969 |
| Maximum | 1 |
| Range | 0.9652 |
| IQR | 0.03261 |
| Mean | 0.1884 |
|---|---|
| Standard Deviation | 0.08767 |
| Variance | 0.007686 |
| Sum | 1120.9118 |
| Skewness | 5.1969 |
| Kurtosis | 28.1798 |
| Coefficient of Variation | 0.4655 |
numerical
| Approximate Distinct Count | 25 |
|---|---|
| Approximate Unique (%) | 0.4% |
| Missing | 1664263 |
| Missing (%) | 99.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 95216 |
| Mean | 0.7735 |
| Minimum | 0.3732 |
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0.3732 |
|---|---|
| 5-th Percentile | 0.6379 |
| Q1 | 0.7156 |
| Median | 0.8351 |
| Q3 | 0.8525 |
| 95-th Percentile | 0.8673 |
| Maximum | 1 |
| Range | 0.6268 |
| IQR | 0.1369 |
| Mean | 0.7735 |
|---|---|
| Standard Deviation | 0.1009 |
| Variance | 0.01018 |
| Sum | 4603.1136 |
| Skewness | -1.0074 |
| Kurtosis | 0.2544 |
| Coefficient of Variation | 0.1304 |
categorical
| Approximate Distinct Count | 25 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 114095997 |
| Mean | 3.3122 |
|---|---|
| Standard Deviation | 2.0334 |
| Median | 3 |
| Minimum | 3 |
| Maximum | 32 |
| 1st row | XAP |
|---|---|
| 2nd row | XNA |
| 3rd row | XNA |
| 4th row | XNA |
| 5th row | Repairs |
| Count | 5473563 |
|---|---|
| Lowercase Letter | 602191 |
| Space Separator | 55767 |
| Uppercase Letter | 4871372 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 121740688 |
| Mean | 7.8893 |
|---|---|
| Standard Deviation | 0.6442 |
| Median | 8 |
| Minimum | 7 |
| Maximum | 12 |
| 1st row | Approved |
|---|---|
| 2nd row | Approved |
| 3rd row | Approved |
| 4th row | Approved |
| 5th row | Refused |
| Count | 13150342 |
|---|---|
| Lowercase Letter | 11480128 |
| Space Separator | 26436 |
| Uppercase Letter | 1670214 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 2922 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 26723424 |
| Mean | -880.6797 |
| Minimum | -2922 |
| Maximum | -1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 1670214 |
| Negatives (%) | 100.0% |
| Minimum | -2922 |
|---|---|
| 5-th Percentile | -2545 |
| Q1 | -1276 |
| Median | -576 |
| Q3 | -278 |
| 95-th Percentile | -79 |
| Maximum | -1 |
| Range | 2921 |
| IQR | 998 |
| Mean | -880.6797 |
|---|---|
| Standard Deviation | 779.0997 |
| Variance | 606996.2907 |
| Sum | -1.4709e+09 |
| Skewness | -1.0531 |
| Kurtosis | -0.03785 |
| Coefficient of Variation | -0.8847 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 132408157 |
| Mean | 14.2762 |
|---|---|
| Standard Deviation | 8.768 |
| Median | 21 |
| Minimum | 3 |
| Maximum | 41 |
| 1st row | Cash through the b... |
|---|---|
| 2nd row | XNA |
| 3rd row | Cash through the b... |
| 4th row | Cash through the b... |
| 5th row | Cash through the b... |
| Count | 20704309 |
|---|---|
| Lowercase Letter | 17779327 |
| Space Separator | 3131745 |
| Uppercase Letter | 2924982 |
| Dash Punctuation | 8193 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 9 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 113624832 |
| Mean | 3.0301 |
|---|---|
| Standard Deviation | 0.6502 |
| Median | 3 |
| Minimum | 2 |
| Maximum | 6 |
| 1st row | XAP |
|---|---|
| 2nd row | XAP |
| 3rd row | XAP |
| 4th row | XAP |
| 5th row | HC |
| Count | 5060922 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 5060922 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 7 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 820405 |
| Missing (%) | 49.1% |
| Memory Size | 64612843 |
| Mean | 11.0322 |
|---|---|
| Standard Deviation | 3.2879 |
| Median | 13 |
| Minimum | 6 |
| Maximum | 15 |
| 1st row | Unaccompanied |
|---|---|
| 2nd row | Spouse, partner |
| 3rd row | Family |
| 4th row | Unaccompanied |
| 5th row | Unaccompanied |
| Count | 9209939 |
|---|---|
| Lowercase Letter | 8333429 |
| Space Separator | 71549 |
| Uppercase Letter | 876510 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 120544751 |
| Mean | 7.1732 |
|---|---|
| Standard Deviation | 1.9843 |
| Median | 8 |
| Minimum | 3 |
| Maximum | 9 |
| 1st row | Repeater |
|---|---|
| 2nd row | Repeater |
| 3rd row | Repeater |
| 4th row | Repeater |
| 5th row | Repeater |
| Count | 11980841 |
|---|---|
| Lowercase Letter | 10306745 |
| Space Separator | 0 |
| Uppercase Letter | 1674096 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 28 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 119898530 |
| Mean | 6.7863 |
|---|---|
| Standard Deviation | 5.9592 |
| Median | 3 |
| Minimum | 3 |
| Maximum | 24 |
| 1st row | Mobile |
|---|---|
| 2nd row | XNA |
| 3rd row | XNA |
| 4th row | XNA |
| 5th row | XNA |
| Count | 10921322 |
|---|---|
| Lowercase Letter | 7012769 |
| Space Separator | 288836 |
| Uppercase Letter | 3908553 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 5 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 114326510 |
| Mean | 3.4502 |
|---|---|
| Standard Deviation | 0.6489 |
| Median | 3 |
| Minimum | 3 |
| Maximum | 5 |
| 1st row | POS |
|---|---|
| 2nd row | Cash |
| 3rd row | Cash |
| 4th row | Cash |
| 5th row | Cash |
| Count | 5762600 |
|---|---|
| Lowercase Letter | 1965904 |
| Space Separator | 0 |
| Uppercase Letter | 3796696 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 115544457 |
| Mean | 4.1794 |
|---|---|
| Standard Deviation | 1.5834 |
| Median | 3 |
| Minimum | 3 |
| Maximum | 7 |
| 1st row | XNA |
|---|---|
| 2nd row | x-sell |
| 3rd row | x-sell |
| 4th row | x-sell |
| 5th row | walk-in |
| Count | 6373999 |
|---|---|
| Lowercase Letter | 3183001 |
| Space Separator | 0 |
| Uppercase Letter | 3190998 |
| Dash Punctuation | 606548 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 8 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 135874585 |
| Mean | 16.3516 |
|---|---|
| Standard Deviation | 6.4564 |
| Median | 16 |
| Minimum | 5 |
| Maximum | 26 |
| 1st row | Country-wide |
|---|---|
| 2nd row | Contact center |
| 3rd row | Credit and cash of... |
| 4th row | Credit and cash of... |
| 5th row | Credit and cash of... |
| Count | 23955068 |
|---|---|
| Lowercase Letter | 22062234 |
| Space Separator | 2581251 |
| Uppercase Letter | 1892834 |
| Dash Punctuation | 494690 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 2097 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 26723424 |
| Mean | 313.9511 |
| Minimum | -1 |
| Maximum | 4000000 |
| Zeros | 60523 |
| Zeros (%) | 3.6% |
| Negatives | 762675 |
| Negatives (%) | 45.7% |
| Minimum | -1 |
|---|---|
| 5-th Percentile | -1 |
| Q1 | -1 |
| Median | 4 |
| Q3 | 90 |
| 95-th Percentile | 2000 |
| Maximum | 4000000 |
| Range | 4000001 |
| IQR | 91 |
| Mean | 313.9511 |
|---|---|
| Standard Deviation | 7127.4435 |
| Variance | 5.08e+07 |
| Sum | 5.2437e+08 |
| Skewness | 529.6198 |
| Kurtosis | 296879.7468 |
| Coefficient of Variation | 22.7024 |
categorical
| Approximate Distinct Count | 11 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 123743859 |
| Mean | 9.0886 |
|---|---|
| Standard Deviation | 7.006 |
| Median | 8 |
| Minimum | 3 |
| Maximum | 20 |
| 1st row | Connectivity |
|---|---|
| 2nd row | XNA |
| 3rd row | XNA |
| 4th row | XNA |
| 5th row | XNA |
| Count | 14775479 |
|---|---|
| Lowercase Letter | 11391395 |
| Space Separator | 404470 |
| Uppercase Letter | 3384084 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 49 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 372230 |
| Missing (%) | 22.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 20767744 |
| Mean | 16.0541 |
| Minimum | 0 |
| Maximum | 84 |
| Zeros | 144985 |
| Zeros (%) | 8.7% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 6 |
| Median | 12 |
| Q3 | 24 |
| 95-th Percentile | 48 |
| Maximum | 84 |
| Range | 84 |
| IQR | 18 |
| Mean | 16.0541 |
|---|---|
| Standard Deviation | 14.5673 |
| Variance | 212.2059 |
| Sum | 2.0838e+07 |
| Skewness | 1.5314 |
| Kurtosis | 1.868 |
| Coefficient of Variation | 0.9074 |
categorical
| Approximate Distinct Count | 5 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 117983431 |
| Mean | 5.6397 |
|---|---|
| Standard Deviation | 2.7333 |
| Median | 4 |
| Minimum | 3 |
| Maximum | 10 |
| 1st row | middle |
|---|---|
| 2nd row | low_action |
| 3rd row | high |
| 4th row | middle |
| 5th row | high |
| Count | 9005385 |
|---|---|
| Lowercase Letter | 7453740 |
| Space Separator | 0 |
| Uppercase Letter | 1551645 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 17 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 346 |
| Missing (%) | 0.0% |
| Memory Size | 138954401 |
| Mean | 18.2128 |
|---|---|
| Standard Deviation | 8.4147 |
| Median | 19 |
| Minimum | 4 |
| Maximum | 30 |
| 1st row | POS mobile with in... |
|---|---|
| 2nd row | Cash X-Sell: low |
| 3rd row | Cash X-Sell: high |
| 4th row | Cash X-Sell: middl... |
| 5th row | Cash Street: high |
| Count | 26233661 |
|---|---|
| Lowercase Letter | 22036750 |
| Space Separator | 3303743 |
| Uppercase Letter | 4196911 |
| Dash Punctuation | 414014 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 2838 |
|---|---|
| Approximate Unique (%) | 0.3% |
| Missing | 673065 |
| Missing (%) | 40.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 15954384 |
| Mean | 342209.855 |
| Minimum | -2922 |
| Maximum | 365243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 62705 |
| Negatives (%) | 3.8% |
| Minimum | -2922 |
|---|---|
| 5-th Percentile | -227 |
| Q1 | 365243 |
| Median | 365243 |
| Q3 | 365243 |
| 95-th Percentile | 365243 |
| Maximum | 365243 |
| Range | 368165 |
| IQR | 0 |
| Mean | 342209.855 |
|---|---|
| Standard Deviation | 88916.1158 |
| Variance | 7.9061e+09 |
| Sum | 3.4123e+11 |
| Skewness | -3.6013 |
| Kurtosis | 10.9697 |
| Coefficient of Variation | 0.2598 |
numerical
| Approximate Distinct Count | 2892 |
|---|---|
| Approximate Unique (%) | 0.3% |
| Missing | 673065 |
| Missing (%) | 40.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 15954384 |
| Mean | 13826.2693 |
| Minimum | -2892 |
| Maximum | 365243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 956504 |
| Negatives (%) | 57.3% |
| Minimum | -2892 |
|---|---|
| 5-th Percentile | -2600 |
| Q1 | -1603 |
| Median | -823 |
| Q3 | -406 |
| 95-th Percentile | -40 |
| Maximum | 365243 |
| Range | 368135 |
| IQR | 1197 |
| Mean | 13826.2693 |
|---|---|
| Standard Deviation | 72444.8697 |
| Variance | 5.2483e+09 |
| Sum | 1.3787e+10 |
| Skewness | 4.6441 |
| Kurtosis | 19.5705 |
| Coefficient of Variation | 5.2397 |
numerical
| Approximate Distinct Count | 4605 |
|---|---|
| Approximate Unique (%) | 0.5% |
| Missing | 673065 |
| Missing (%) | 40.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 15954384 |
| Mean | 33767.7741 |
| Minimum | -2801 |
| Maximum | 365243 |
| Zeros | 705 |
| Zeros (%) | 0.0% |
| Negatives | 678188 |
| Negatives (%) | 40.6% |
| Minimum | -2801 |
|---|---|
| 5-th Percentile | -2314 |
| Q1 | -1216 |
| Median | -351 |
| Q3 | 139 |
| 95-th Percentile | 365243 |
| Maximum | 365243 |
| Range | 368044 |
| IQR | 1355 |
| Mean | 33767.7741 |
|---|---|
| Standard Deviation | 106857.0348 |
| Variance | 1.1418e+10 |
| Sum | 3.3672e+10 |
| Skewness | 2.7794 |
| Kurtosis | 5.7261 |
| Coefficient of Variation | 3.1645 |
numerical
| Approximate Distinct Count | 2873 |
|---|---|
| Approximate Unique (%) | 0.3% |
| Missing | 673065 |
| Missing (%) | 40.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 15954384 |
| Mean | 76582.4031 |
| Minimum | -2889 |
| Maximum | 365243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 785928 |
| Negatives (%) | 47.1% |
| Minimum | -2889 |
|---|---|
| 5-th Percentile | -2337 |
| Q1 | -1289.4 |
| Median | -530 |
| Q3 | -68 |
| 95-th Percentile | 365243 |
| Maximum | 365243 |
| Range | 368132 |
| IQR | 1221.4 |
| Mean | 76582.4031 |
|---|---|
| Standard Deviation | 149647.4151 |
| Variance | 2.2394e+10 |
| Sum | 7.6364e+10 |
| Skewness | 1.4105 |
| Kurtosis | -0.01045 |
| Coefficient of Variation | 1.9541 |
numerical
| Approximate Distinct Count | 2830 |
|---|---|
| Approximate Unique (%) | 0.3% |
| Missing | 673065 |
| Missing (%) | 40.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 15954384 |
| Mean | 81992.3438 |
| Minimum | -2874 |
| Maximum | 365243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 771236 |
| Negatives (%) | 46.2% |
| Minimum | -2874 |
|---|---|
| 5-th Percentile | -2318.7 |
| Q1 | -1248 |
| Median | -491 |
| Q3 | -36 |
| 95-th Percentile | 365243 |
| Maximum | 365243 |
| Range | 368117 |
| IQR | 1212 |
| Mean | 81992.3438 |
|---|---|
| Standard Deviation | 153303.5167 |
| Variance | 2.3502e+10 |
| Sum | 8.1759e+10 |
| Skewness | 1.3064 |
| Kurtosis | -0.2933 |
| Coefficient of Variation | 1.8697 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 673065 |
| Missing (%) | 40.3% |
| Memory Size | 67806132 |
| Mean | 3 |
|---|---|
| Standard Deviation | 0 |
| Median | 3 |
| Minimum | 3 |
| Maximum | 3 |
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 1994298 |